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蛋白质主链结构侧链构象的预测与评估。

Prediction and evaluation of side-chain conformations for protein backbone structures.

作者信息

Shenkin P S, Farid H, Fetrow J S

机构信息

Department of Chemistry, Columbia University, New York 10027, USA.

出版信息

Proteins. 1996 Nov;26(3):323-52. doi: 10.1002/(SICI)1097-0134(199611)26:3<323::AID-PROT8>3.0.CO;2-E.

Abstract

A common approach to protein modeling is to propose a backbone structure based on homology or threading and then to attempt to build side chains onto this backbone. A fast algorithm using the simple criteria of atomic overlap and overall rotamer probability is proposed for this purpose. The method was first tested in the context of exhaustive searches of side chain configuration space in protein cores and was then applied to all side chains in 49 proteins of known structure, using simulated annealing to sample space. The latter procedure obtains the correct rotamer for 57% and the correct chi 1 value for 74% of the 6751 residues in the sample. When low-temperature Monte-Carlo simulations are initiated from the results of the simulated-annealing processes, consensus configurations are obtained which exhibit slightly more accurate predictions. The Monte-Carlo procedure also allows converged side chain entropies to be calculated for all residues. These prove to be accurate indicators of prediction reliability. For example, the correct rotamer is obtained for 79% and the correct chi 1 value is obtained for 84% of the half of the sample residues exhibiting the lowest entropies. Side chain entropy and predictability are nearly completely uncorrelated with solvent-accessible area. Some precedents for and implications of this observation are discussed.

摘要

蛋白质建模的一种常见方法是基于同源性或穿线法提出主链结构,然后尝试在该主链上构建侧链。为此,提出了一种使用原子重叠和整体旋转异构体概率的简单标准的快速算法。该方法首先在对蛋白质核心侧链构象空间进行穷举搜索的背景下进行测试,然后应用于49个已知结构蛋白质的所有侧链,使用模拟退火对空间进行采样。后一过程对于样本中6751个残基中的57%获得了正确的旋转异构体,对于74%获得了正确的χ1值。当从模拟退火过程的结果开始进行低温蒙特卡罗模拟时,得到了一致性构象,其预测结果略有更准确。蒙特卡罗过程还允许计算所有残基的收敛侧链熵。事实证明,这些是预测可靠性的准确指标。例如,对于熵最低的一半样本残基,79%获得了正确的旋转异构体,84%获得了正确的χ1值。侧链熵和可预测性与溶剂可及面积几乎完全不相关。讨论了这一观察结果的一些先例和意义。

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